{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-05-15T06:42:56.840242Z",
     "start_time": "2025-05-15T06:42:49.489275Z"
    }
   },
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "# 1. 加载数据\n",
    "iris = load_iris()\n",
    "X, y = iris.data, iris.target\n",
    "\n",
    "# 2. 数据标准化 + reshape 为 (batch, channel, height, width)\n",
    "scaler = StandardScaler()\n",
    "X = scaler.fit_transform(X)\n",
    "X = X.reshape(-1, 1, 2, 2)  # CNN输入：(batch, channel, H, W)\n",
    "\n",
    "# 转为张量\n",
    "X = torch.tensor(X, dtype=torch.float32)\n",
    "y = torch.tensor(y, dtype=torch.long)\n",
    "\n",
    "# 3. 划分训练测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
    "\n",
    "# 4. 定义 CNN 网络结构\n",
    "class IrisCNN(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(IrisCNN, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(1, 8, kernel_size=1)\n",
    "        self.relu = nn.ReLU()\n",
    "        self.flatten = nn.Flatten()\n",
    "        self.fc1 = nn.Linear(8 * 2 * 2, 16)\n",
    "        self.fc2 = nn.Linear(16, 3)  # 三分类\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.relu(self.conv1(x))\n",
    "        x = self.flatten(x)\n",
    "        x = self.relu(self.fc1(x))\n",
    "        x = self.fc2(x)\n",
    "        return x\n",
    "\n",
    "# 实例化模型\n",
    "model = IrisCNN()\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(model.parameters(), lr=0.01)\n",
    "\n",
    "# 5. 训练模型\n",
    "epochs = 100\n",
    "train_acc_history = []\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    model.train()\n",
    "    optimizer.zero_grad()\n",
    "    outputs = model(X_train)\n",
    "    loss = criterion(outputs, y_train)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "\n",
    "    # 计算训练准确率\n",
    "    _, preds = torch.max(outputs, 1)\n",
    "    acc = (preds == y_train).float().mean()\n",
    "    train_acc_history.append(acc.item())\n",
    "\n",
    "# 6. 测试模型\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    test_outputs = model(X_test)\n",
    "    _, test_preds = torch.max(test_outputs, 1)\n",
    "    test_acc = (test_preds == y_test).float().mean()\n",
    "    print(\"\\n=== 测试集准确率: {:.2f}% ===\".format(test_acc.item() * 100))\n",
    "    print(\"分类报告：\\n\", classification_report(y_test.numpy(), test_preds.numpy()))\n",
    "\n",
    "# 7. 可视化训练准确率\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.plot(train_acc_history, label='Train Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title('Training Accuracy Over Epochs')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# 8. 可视化预测 vs 实际\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.plot(test_preds.numpy(), 'ro-', label='Predicted')\n",
    "plt.plot(y_test.numpy(), 'go--', label='Actual')\n",
    "plt.title(\"Predicted vs Actual on Test Set\")\n",
    "plt.xlabel(\"Sample Index\")\n",
    "plt.ylabel(\"Class\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== 测试集准确率: 97.78% ===\n",
      "分类报告：\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        19\n",
      "           1       0.93      1.00      0.96        13\n",
      "           2       1.00      0.92      0.96        13\n",
      "\n",
      "    accuracy                           0.98        45\n",
      "   macro avg       0.98      0.97      0.97        45\n",
      "weighted avg       0.98      0.98      0.98        45\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
